{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adam算法\n",
    "Adam算法在RMSProp算法基础上对小批量随机梯度也做了指数加权移动平均。所以Adam算法可以看做是RMSProp算法与动量法的结合"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 算法\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 从零开始实现\n",
    "我们按照Adam算法中的公式实现该算法。其中时间步tt通过hyperparams参数传入adam函数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import sys\n",
    "import numpy as np\n",
    "\n",
    "def get_data():\n",
    "    data = np.genfromtxt('Datasets/airfoil_self_noise.dat', delimiter='\\t')\n",
    "    data = (data - data.mean(axis=0)) / data.std(axis=0)\n",
    "    return torch.tensor(data[:1500, :-1], dtype=torch.float32), torch.tensor(data[:1500, -1], dtype=torch.float32) # 前1500个样本(每个样本5个特征)\n",
    "\n",
    "features, labels = get_data()\n",
    "\n",
    "def init_adam_states():\n",
    "    v_w, v_b = torch.zeros((features.shape[1], 1), dtype=torch.float32), torch.zeros(1, dtype=torch.float32)\n",
    "    s_w, s_b = torch.zeros((features.shape[1], 1), dtype=torch.float32), torch.zeros(1, dtype=torch.float32)\n",
    "    return ((v_w, s_w), (v_b, s_b))\n",
    "\n",
    "def adam(params, states, hyperparams):\n",
    "    beta1, beta2, eps = 0.9, 0.999, 1e-6\n",
    "    for p, (v, s) in zip(params, states):\n",
    "        v[:] = beta1 * v + (1 - beta1) * p.grad.data\n",
    "        s[:] = beta2 * s + (1 - beta2) * p.grad.data**2\n",
    "        v_bias_corr = v / (1 - beta1 ** hyperparams['t'])\n",
    "        s_bias_corr = s / (1 - beta2 ** hyperparams['t'])\n",
    "        p.data -= hyperparams['lr'] * v_bias_corr / (torch.sqrt(s_bias_corr) + eps)\n",
    "    hyperparams['t'] += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用学习率为0.01的Adam算法来训练模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython import display\n",
    "import time\n",
    "\n",
    "def use_svg_display():\n",
    "    # 用矢量图显示\n",
    "    display.set_matplotlib_formats('svg')\n",
    "\n",
    "def set_figsize(figsize=(3.5, 2.5)):\n",
    "    use_svg_display()\n",
    "    # 设置图的尺寸\n",
    "    plt.rcParams['figure.figsize'] = figsize\n",
    "\n",
    "def linreg(X, w, b):\n",
    "    return torch.mm(X, w) + b\n",
    "\n",
    "def squared_loss(y_hat, y):\n",
    "    # 注意这里返回的是向量, 另外, pytorch里的MSELoss并没有除以 2\n",
    "    return (y_hat - y.view(y_hat.size()))**2 / 2\n",
    "\n",
    "def train_model(optimizer_fn, states, hyperparams, features, labels,\n",
    "              batch_size=10, num_epochs=2):\n",
    "    # 初始化模型\n",
    "    net, loss = linreg, squared_loss\n",
    "\n",
    "    w = torch.nn.Parameter(torch.tensor(np.random.normal(0, 0.01, size=(features.shape[1], 1)), dtype=torch.float32),\n",
    "                           requires_grad=True)\n",
    "    b = torch.nn.Parameter(torch.zeros(1, dtype=torch.float32), requires_grad=True)\n",
    "\n",
    "    def eval_loss():\n",
    "        return loss(net(features, w, b), labels).mean().item()\n",
    "\n",
    "    ls = [eval_loss()]\n",
    "    data_iter = torch.utils.data.DataLoader(torch.utils.data.TensorDataset(features, labels), batch_size, shuffle=True)\n",
    "\n",
    "    for _ in range(num_epochs):\n",
    "        start = time.time()\n",
    "        for batch_i, (X, y) in enumerate(data_iter):\n",
    "            l = loss(net(X, w, b), y).mean()  # 使用平均损失\n",
    "\n",
    "            # 梯度清零\n",
    "            if w.grad is not None:\n",
    "                w.grad.data.zero_()\n",
    "                b.grad.data.zero_()\n",
    "\n",
    "            l.backward()\n",
    "            optimizer_fn([w, b], states, hyperparams)  # 迭代模型参数\n",
    "            if (batch_i + 1) * batch_size % 100 == 0:\n",
    "                ls.append(eval_loss())  # 每100个样本记录下当前训练误差\n",
    "    # 打印结果和作图\n",
    "    print('loss: %f, %f sec per epoch' % (ls[-1], time.time() - start))\n",
    "    set_figsize()\n",
    "    plt.plot(np.linspace(0, num_epochs, len(ls)), ls)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.ylabel('loss')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss: 0.242635, 0.258640 sec per epoch\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"182.742941pt\" version=\"1.1\" viewBox=\"0 0 252.64375 182.742941\" width=\"252.64375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 182.742941 \r\n",
       "L 252.64375 182.742941 \r\n",
       "L 252.64375 -0 \r\n",
       "L 0 -0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 50.14375 145.186691 \r\n",
       "L 245.44375 145.186691 \r\n",
       "L 245.44375 9.286691 \r\n",
       "L 50.14375 9.286691 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m9fe3b64b65\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"59.021023\" xlink:href=\"#m9fe3b64b65\" y=\"145.186691\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0.0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(51.06946 159.785129)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"103.407386\" xlink:href=\"#m9fe3b64b65\" y=\"145.186691\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 0.5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(95.455824 159.785129)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"147.79375\" xlink:href=\"#m9fe3b64b65\" y=\"145.186691\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 1.0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(139.842187 159.785129)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.180114\" xlink:href=\"#m9fe3b64b65\" y=\"145.186691\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 1.5 -->\r\n",
       "      <g transform=\"translate(184.228551 159.785129)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"236.566477\" xlink:href=\"#m9fe3b64b65\" y=\"145.186691\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 2.0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(228.614915 159.785129)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_6\">\r\n",
       "     <!-- epoch -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "      <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(132.565625 173.463254)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"mae9d6a75e1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#mae9d6a75e1\" y=\"135.072457\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 0.25 -->\r\n",
       "      <g transform=\"translate(20.878125 138.871675)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#mae9d6a75e1\" y=\"110.257809\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 0.30 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 40.578125 39.3125 \r\n",
       "Q 47.65625 37.796875 51.625 33 \r\n",
       "Q 55.609375 28.21875 55.609375 21.1875 \r\n",
       "Q 55.609375 10.40625 48.1875 4.484375 \r\n",
       "Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
       "Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
       "Q 12.796875 0.390625 7.625 2.203125 \r\n",
       "L 7.625 11.71875 \r\n",
       "Q 11.71875 9.328125 16.59375 8.109375 \r\n",
       "Q 21.484375 6.890625 26.8125 6.890625 \r\n",
       "Q 36.078125 6.890625 40.9375 10.546875 \r\n",
       "Q 45.796875 14.203125 45.796875 21.1875 \r\n",
       "Q 45.796875 27.640625 41.28125 31.265625 \r\n",
       "Q 36.765625 34.90625 28.71875 34.90625 \r\n",
       "L 20.21875 34.90625 \r\n",
       "L 20.21875 43.015625 \r\n",
       "L 29.109375 43.015625 \r\n",
       "Q 36.375 43.015625 40.234375 45.921875 \r\n",
       "Q 44.09375 48.828125 44.09375 54.296875 \r\n",
       "Q 44.09375 59.90625 40.109375 62.90625 \r\n",
       "Q 36.140625 65.921875 28.71875 65.921875 \r\n",
       "Q 24.65625 65.921875 20.015625 65.03125 \r\n",
       "Q 15.375 64.15625 9.8125 62.3125 \r\n",
       "L 9.8125 71.09375 \r\n",
       "Q 15.4375 72.65625 20.34375 73.4375 \r\n",
       "Q 25.25 74.21875 29.59375 74.21875 \r\n",
       "Q 40.828125 74.21875 47.359375 69.109375 \r\n",
       "Q 53.90625 64.015625 53.90625 55.328125 \r\n",
       "Q 53.90625 49.265625 50.4375 45.09375 \r\n",
       "Q 46.96875 40.921875 40.578125 39.3125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-51\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 114.057028)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#mae9d6a75e1\" y=\"85.443161\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.35 -->\r\n",
       "      <g transform=\"translate(20.878125 89.24238)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_4\">\r\n",
       "     <g id=\"line2d_9\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#mae9d6a75e1\" y=\"60.628514\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_10\">\r\n",
       "      <!-- 0.40 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 64.427733)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_5\">\r\n",
       "     <g id=\"line2d_10\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#mae9d6a75e1\" y=\"35.813866\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_11\">\r\n",
       "      <!-- 0.45 -->\r\n",
       "      <g transform=\"translate(20.878125 39.613085)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_6\">\r\n",
       "     <g id=\"line2d_11\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#mae9d6a75e1\" y=\"10.999219\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_12\">\r\n",
       "      <!-- 0.50 -->\r\n",
       "      <g transform=\"translate(20.878125 14.798437)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_13\">\r\n",
       "     <!-- loss -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "      <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798437 86.894504)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"141.064453\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_12\">\r\n",
       "    <path clip-path=\"url(#p0d7ad30d69)\" d=\"M 59.021023 15.463964 \r\n",
       "L 64.939205 49.119304 \r\n",
       "L 70.857386 75.512301 \r\n",
       "L 76.775568 89.522893 \r\n",
       "L 82.69375 104.257475 \r\n",
       "L 88.611932 117.348013 \r\n",
       "L 94.530114 124.126331 \r\n",
       "L 100.448295 127.963241 \r\n",
       "L 106.366477 132.014675 \r\n",
       "L 112.284659 134.586701 \r\n",
       "L 118.202841 135.3227 \r\n",
       "L 124.121023 135.064899 \r\n",
       "L 130.039205 136.145254 \r\n",
       "L 135.957386 136.731121 \r\n",
       "L 141.875568 137.639927 \r\n",
       "L 147.79375 138.338698 \r\n",
       "L 153.711932 137.484107 \r\n",
       "L 159.630114 137.963976 \r\n",
       "L 165.548295 137.571298 \r\n",
       "L 171.466477 138.158192 \r\n",
       "L 177.384659 138.579623 \r\n",
       "L 183.302841 137.980312 \r\n",
       "L 189.221023 138.631184 \r\n",
       "L 195.139205 137.208076 \r\n",
       "L 201.057386 137.57737 \r\n",
       "L 206.975568 139.009418 \r\n",
       "L 212.89375 138.602039 \r\n",
       "L 218.811932 138.436331 \r\n",
       "L 224.730114 138.088462 \r\n",
       "L 230.648295 137.503453 \r\n",
       "L 236.566477 138.727486 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 50.14375 145.186691 \r\n",
       "L 50.14375 9.286691 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 245.44375 145.186691 \r\n",
       "L 245.44375 9.286691 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 50.14375 145.186691 \r\n",
       "L 245.44375 145.186691 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 50.14375 9.286691 \r\n",
       "L 245.44375 9.286691 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p0d7ad30d69\">\r\n",
       "   <rect height=\"135.9\" width=\"195.3\" x=\"50.14375\" y=\"9.286691\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_model(adam, init_adam_states(), {'lr':0.01, 't':1}, features, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 简洁实现\n",
    "通过名称为“Adam”的优化器实例，我们便可使用PyTorch提供的Adam算法。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch import nn\n",
    "\n",
    "def train_model_pytorch(optimizer_fn, optimizer_hyperparams, features, labels,\n",
    "                    batch_size=10, num_epochs=2):\n",
    "    # 初始化模型\n",
    "    net = nn.Sequential(\n",
    "        nn.Linear(features.shape[-1], 1)\n",
    "    )\n",
    "    loss = nn.MSELoss()\n",
    "    optimizer = optimizer_fn(net.parameters(), **optimizer_hyperparams)\n",
    "\n",
    "    def eval_loss():\n",
    "        return loss(net(features).view(-1), labels).item() / 2\n",
    "\n",
    "    ls = [eval_loss()]\n",
    "    data_iter = torch.utils.data.DataLoader(\n",
    "        torch.utils.data.TensorDataset(features, labels), batch_size, shuffle=True)\n",
    "\n",
    "    for _ in range(num_epochs):\n",
    "        start = time.time()\n",
    "        for batch_i, (X, y) in enumerate(data_iter):\n",
    "            # 除以2是为了和上面保持一致, 因为pytorch里的MSELoss并没有除以 2\n",
    "            l = loss(net(X).view(-1), y) / 2 \n",
    "\n",
    "            optimizer.zero_grad()\n",
    "            l.backward()\n",
    "            optimizer.step()\n",
    "            if (batch_i + 1) * batch_size % 100 == 0:\n",
    "                ls.append(eval_loss())\n",
    "    # 打印结果和作图\n",
    "    print('loss: %f, %f sec per epoch' % (ls[-1], time.time() - start))\n",
    "    set_figsize()\n",
    "    plt.plot(np.linspace(0, num_epochs, len(ls)), ls)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.ylabel('loss')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss: 0.243847, 0.222397 sec per epoch\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
       "<svg height=\"180.65625pt\" version=\"1.1\" viewBox=\"0 0 246.28125 180.65625\" width=\"246.28125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">\r\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
       "  </style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
       "  <g id=\"patch_1\">\r\n",
       "   <path d=\"M 0 180.65625 \r\n",
       "L 246.28125 180.65625 \r\n",
       "L 246.28125 0 \r\n",
       "L 0 0 \r\n",
       "z\r\n",
       "\" style=\"fill:none;\"/>\r\n",
       "  </g>\r\n",
       "  <g id=\"axes_1\">\r\n",
       "   <g id=\"patch_2\">\r\n",
       "    <path d=\"M 43.78125 143.1 \r\n",
       "L 239.08125 143.1 \r\n",
       "L 239.08125 7.2 \r\n",
       "L 43.78125 7.2 \r\n",
       "z\r\n",
       "\" style=\"fill:#ffffff;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_1\">\r\n",
       "    <g id=\"xtick_1\">\r\n",
       "     <g id=\"line2d_1\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L 0 3.5 \r\n",
       "\" id=\"m2019f88571\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.658523\" xlink:href=\"#m2019f88571\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_1\">\r\n",
       "      <!-- 0.0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 66.40625 \r\n",
       "Q 24.171875 66.40625 20.328125 58.90625 \r\n",
       "Q 16.5 51.421875 16.5 36.375 \r\n",
       "Q 16.5 21.390625 20.328125 13.890625 \r\n",
       "Q 24.171875 6.390625 31.78125 6.390625 \r\n",
       "Q 39.453125 6.390625 43.28125 13.890625 \r\n",
       "Q 47.125 21.390625 47.125 36.375 \r\n",
       "Q 47.125 51.421875 43.28125 58.90625 \r\n",
       "Q 39.453125 66.40625 31.78125 66.40625 \r\n",
       "z\r\n",
       "M 31.78125 74.21875 \r\n",
       "Q 44.046875 74.21875 50.515625 64.515625 \r\n",
       "Q 56.984375 54.828125 56.984375 36.375 \r\n",
       "Q 56.984375 17.96875 50.515625 8.265625 \r\n",
       "Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
       "Q 6.59375 17.96875 6.59375 36.375 \r\n",
       "Q 6.59375 54.828125 13.0625 64.515625 \r\n",
       "Q 19.53125 74.21875 31.78125 74.21875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-48\"/>\r\n",
       "       <path d=\"M 10.6875 12.40625 \r\n",
       "L 21 12.40625 \r\n",
       "L 21 0 \r\n",
       "L 10.6875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-46\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(44.70696 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_2\">\r\n",
       "     <g id=\"line2d_2\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"97.044886\" xlink:href=\"#m2019f88571\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_2\">\r\n",
       "      <!-- 0.5 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 10.796875 72.90625 \r\n",
       "L 49.515625 72.90625 \r\n",
       "L 49.515625 64.59375 \r\n",
       "L 19.828125 64.59375 \r\n",
       "L 19.828125 46.734375 \r\n",
       "Q 21.96875 47.46875 24.109375 47.828125 \r\n",
       "Q 26.265625 48.1875 28.421875 48.1875 \r\n",
       "Q 40.625 48.1875 47.75 41.5 \r\n",
       "Q 54.890625 34.8125 54.890625 23.390625 \r\n",
       "Q 54.890625 11.625 47.5625 5.09375 \r\n",
       "Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
       "Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
       "Q 12.796875 0.140625 7.71875 1.703125 \r\n",
       "L 7.71875 11.625 \r\n",
       "Q 12.109375 9.234375 16.796875 8.0625 \r\n",
       "Q 21.484375 6.890625 26.703125 6.890625 \r\n",
       "Q 35.15625 6.890625 40.078125 11.328125 \r\n",
       "Q 45.015625 15.765625 45.015625 23.390625 \r\n",
       "Q 45.015625 31 40.078125 35.4375 \r\n",
       "Q 35.15625 39.890625 26.703125 39.890625 \r\n",
       "Q 22.75 39.890625 18.8125 39.015625 \r\n",
       "Q 14.890625 38.140625 10.796875 36.28125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-53\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(89.093324 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_3\">\r\n",
       "     <g id=\"line2d_3\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"141.43125\" xlink:href=\"#m2019f88571\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_3\">\r\n",
       "      <!-- 1.0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 12.40625 8.296875 \r\n",
       "L 28.515625 8.296875 \r\n",
       "L 28.515625 63.921875 \r\n",
       "L 10.984375 60.40625 \r\n",
       "L 10.984375 69.390625 \r\n",
       "L 28.421875 72.90625 \r\n",
       "L 38.28125 72.90625 \r\n",
       "L 38.28125 8.296875 \r\n",
       "L 54.390625 8.296875 \r\n",
       "L 54.390625 0 \r\n",
       "L 12.40625 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-49\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(133.479688 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_4\">\r\n",
       "     <g id=\"line2d_4\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"185.817614\" xlink:href=\"#m2019f88571\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_4\">\r\n",
       "      <!-- 1.5 -->\r\n",
       "      <g transform=\"translate(177.866051 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"xtick_5\">\r\n",
       "     <g id=\"line2d_5\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"230.203977\" xlink:href=\"#m2019f88571\" y=\"143.1\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_5\">\r\n",
       "      <!-- 2.0 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 19.1875 8.296875 \r\n",
       "L 53.609375 8.296875 \r\n",
       "L 53.609375 0 \r\n",
       "L 7.328125 0 \r\n",
       "L 7.328125 8.296875 \r\n",
       "Q 12.9375 14.109375 22.625 23.890625 \r\n",
       "Q 32.328125 33.6875 34.8125 36.53125 \r\n",
       "Q 39.546875 41.84375 41.421875 45.53125 \r\n",
       "Q 43.3125 49.21875 43.3125 52.78125 \r\n",
       "Q 43.3125 58.59375 39.234375 62.25 \r\n",
       "Q 35.15625 65.921875 28.609375 65.921875 \r\n",
       "Q 23.96875 65.921875 18.8125 64.3125 \r\n",
       "Q 13.671875 62.703125 7.8125 59.421875 \r\n",
       "L 7.8125 69.390625 \r\n",
       "Q 13.765625 71.78125 18.9375 73 \r\n",
       "Q 24.125 74.21875 28.421875 74.21875 \r\n",
       "Q 39.75 74.21875 46.484375 68.546875 \r\n",
       "Q 53.21875 62.890625 53.21875 53.421875 \r\n",
       "Q 53.21875 48.921875 51.53125 44.890625 \r\n",
       "Q 49.859375 40.875 45.40625 35.40625 \r\n",
       "Q 44.1875 33.984375 37.640625 27.21875 \r\n",
       "Q 31.109375 20.453125 19.1875 8.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-50\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(222.252415 157.698438)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_6\">\r\n",
       "     <!-- epoch -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 56.203125 29.59375 \r\n",
       "L 56.203125 25.203125 \r\n",
       "L 14.890625 25.203125 \r\n",
       "Q 15.484375 15.921875 20.484375 11.0625 \r\n",
       "Q 25.484375 6.203125 34.421875 6.203125 \r\n",
       "Q 39.59375 6.203125 44.453125 7.46875 \r\n",
       "Q 49.3125 8.734375 54.109375 11.28125 \r\n",
       "L 54.109375 2.78125 \r\n",
       "Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
       "Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
       "Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
       "Q 5.515625 13.8125 5.515625 26.8125 \r\n",
       "Q 5.515625 40.234375 12.765625 48.109375 \r\n",
       "Q 20.015625 56 32.328125 56 \r\n",
       "Q 43.359375 56 49.78125 48.890625 \r\n",
       "Q 56.203125 41.796875 56.203125 29.59375 \r\n",
       "z\r\n",
       "M 47.21875 32.234375 \r\n",
       "Q 47.125 39.59375 43.09375 43.984375 \r\n",
       "Q 39.0625 48.390625 32.421875 48.390625 \r\n",
       "Q 24.90625 48.390625 20.390625 44.140625 \r\n",
       "Q 15.875 39.890625 15.1875 32.171875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-101\"/>\r\n",
       "      <path d=\"M 18.109375 8.203125 \r\n",
       "L 18.109375 -20.796875 \r\n",
       "L 9.078125 -20.796875 \r\n",
       "L 9.078125 54.6875 \r\n",
       "L 18.109375 54.6875 \r\n",
       "L 18.109375 46.390625 \r\n",
       "Q 20.953125 51.265625 25.265625 53.625 \r\n",
       "Q 29.59375 56 35.59375 56 \r\n",
       "Q 45.5625 56 51.78125 48.09375 \r\n",
       "Q 58.015625 40.1875 58.015625 27.296875 \r\n",
       "Q 58.015625 14.40625 51.78125 6.484375 \r\n",
       "Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
       "Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
       "Q 20.953125 3.328125 18.109375 8.203125 \r\n",
       "z\r\n",
       "M 48.6875 27.296875 \r\n",
       "Q 48.6875 37.203125 44.609375 42.84375 \r\n",
       "Q 40.53125 48.484375 33.40625 48.484375 \r\n",
       "Q 26.265625 48.484375 22.1875 42.84375 \r\n",
       "Q 18.109375 37.203125 18.109375 27.296875 \r\n",
       "Q 18.109375 17.390625 22.1875 11.75 \r\n",
       "Q 26.265625 6.109375 33.40625 6.109375 \r\n",
       "Q 40.53125 6.109375 44.609375 11.75 \r\n",
       "Q 48.6875 17.390625 48.6875 27.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-112\"/>\r\n",
       "      <path d=\"M 30.609375 48.390625 \r\n",
       "Q 23.390625 48.390625 19.1875 42.75 \r\n",
       "Q 14.984375 37.109375 14.984375 27.296875 \r\n",
       "Q 14.984375 17.484375 19.15625 11.84375 \r\n",
       "Q 23.34375 6.203125 30.609375 6.203125 \r\n",
       "Q 37.796875 6.203125 41.984375 11.859375 \r\n",
       "Q 46.1875 17.53125 46.1875 27.296875 \r\n",
       "Q 46.1875 37.015625 41.984375 42.703125 \r\n",
       "Q 37.796875 48.390625 30.609375 48.390625 \r\n",
       "z\r\n",
       "M 30.609375 56 \r\n",
       "Q 42.328125 56 49.015625 48.375 \r\n",
       "Q 55.71875 40.765625 55.71875 27.296875 \r\n",
       "Q 55.71875 13.875 49.015625 6.21875 \r\n",
       "Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
       "Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
       "Q 5.515625 13.875 5.515625 27.296875 \r\n",
       "Q 5.515625 40.765625 12.171875 48.375 \r\n",
       "Q 18.84375 56 30.609375 56 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-111\"/>\r\n",
       "      <path d=\"M 48.78125 52.59375 \r\n",
       "L 48.78125 44.1875 \r\n",
       "Q 44.96875 46.296875 41.140625 47.34375 \r\n",
       "Q 37.3125 48.390625 33.40625 48.390625 \r\n",
       "Q 24.65625 48.390625 19.8125 42.84375 \r\n",
       "Q 14.984375 37.3125 14.984375 27.296875 \r\n",
       "Q 14.984375 17.28125 19.8125 11.734375 \r\n",
       "Q 24.65625 6.203125 33.40625 6.203125 \r\n",
       "Q 37.3125 6.203125 41.140625 7.25 \r\n",
       "Q 44.96875 8.296875 48.78125 10.40625 \r\n",
       "L 48.78125 2.09375 \r\n",
       "Q 45.015625 0.34375 40.984375 -0.53125 \r\n",
       "Q 36.96875 -1.421875 32.421875 -1.421875 \r\n",
       "Q 20.0625 -1.421875 12.78125 6.34375 \r\n",
       "Q 5.515625 14.109375 5.515625 27.296875 \r\n",
       "Q 5.515625 40.671875 12.859375 48.328125 \r\n",
       "Q 20.21875 56 33.015625 56 \r\n",
       "Q 37.15625 56 41.109375 55.140625 \r\n",
       "Q 45.0625 54.296875 48.78125 52.59375 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-99\"/>\r\n",
       "      <path d=\"M 54.890625 33.015625 \r\n",
       "L 54.890625 0 \r\n",
       "L 45.90625 0 \r\n",
       "L 45.90625 32.71875 \r\n",
       "Q 45.90625 40.484375 42.875 44.328125 \r\n",
       "Q 39.84375 48.1875 33.796875 48.1875 \r\n",
       "Q 26.515625 48.1875 22.3125 43.546875 \r\n",
       "Q 18.109375 38.921875 18.109375 30.90625 \r\n",
       "L 18.109375 0 \r\n",
       "L 9.078125 0 \r\n",
       "L 9.078125 75.984375 \r\n",
       "L 18.109375 75.984375 \r\n",
       "L 18.109375 46.1875 \r\n",
       "Q 21.34375 51.125 25.703125 53.5625 \r\n",
       "Q 30.078125 56 35.796875 56 \r\n",
       "Q 45.21875 56 50.046875 50.171875 \r\n",
       "Q 54.890625 44.34375 54.890625 33.015625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-104\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(126.203125 171.376563)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-101\"/>\r\n",
       "      <use x=\"61.523438\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
       "      <use x=\"125\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"186.181641\" xlink:href=\"#DejaVuSans-99\"/>\r\n",
       "      <use x=\"241.162109\" xlink:href=\"#DejaVuSans-104\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"matplotlib.axis_2\">\r\n",
       "    <g id=\"ytick_1\">\r\n",
       "     <g id=\"line2d_6\">\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 0 0 \r\n",
       "L -3.5 0 \r\n",
       "\" id=\"m9739b3b9f9\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
       "      </defs>\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m9739b3b9f9\" y=\"106.968678\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_7\">\r\n",
       "      <!-- 0.4 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 37.796875 64.3125 \r\n",
       "L 12.890625 25.390625 \r\n",
       "L 37.796875 25.390625 \r\n",
       "z\r\n",
       "M 35.203125 72.90625 \r\n",
       "L 47.609375 72.90625 \r\n",
       "L 47.609375 25.390625 \r\n",
       "L 58.015625 25.390625 \r\n",
       "L 58.015625 17.1875 \r\n",
       "L 47.609375 17.1875 \r\n",
       "L 47.609375 0 \r\n",
       "L 37.796875 0 \r\n",
       "L 37.796875 17.1875 \r\n",
       "L 4.890625 17.1875 \r\n",
       "L 4.890625 26.703125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-52\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 110.767897)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_2\">\r\n",
       "     <g id=\"line2d_7\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m9739b3b9f9\" y=\"68.603716\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_8\">\r\n",
       "      <!-- 0.6 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 33.015625 40.375 \r\n",
       "Q 26.375 40.375 22.484375 35.828125 \r\n",
       "Q 18.609375 31.296875 18.609375 23.390625 \r\n",
       "Q 18.609375 15.53125 22.484375 10.953125 \r\n",
       "Q 26.375 6.390625 33.015625 6.390625 \r\n",
       "Q 39.65625 6.390625 43.53125 10.953125 \r\n",
       "Q 47.40625 15.53125 47.40625 23.390625 \r\n",
       "Q 47.40625 31.296875 43.53125 35.828125 \r\n",
       "Q 39.65625 40.375 33.015625 40.375 \r\n",
       "z\r\n",
       "M 52.59375 71.296875 \r\n",
       "L 52.59375 62.3125 \r\n",
       "Q 48.875 64.0625 45.09375 64.984375 \r\n",
       "Q 41.3125 65.921875 37.59375 65.921875 \r\n",
       "Q 27.828125 65.921875 22.671875 59.328125 \r\n",
       "Q 17.53125 52.734375 16.796875 39.40625 \r\n",
       "Q 19.671875 43.65625 24.015625 45.921875 \r\n",
       "Q 28.375 48.1875 33.59375 48.1875 \r\n",
       "Q 44.578125 48.1875 50.953125 41.515625 \r\n",
       "Q 57.328125 34.859375 57.328125 23.390625 \r\n",
       "Q 57.328125 12.15625 50.6875 5.359375 \r\n",
       "Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
       "Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
       "Q 6.984375 17.96875 6.984375 36.375 \r\n",
       "Q 6.984375 53.65625 15.1875 63.9375 \r\n",
       "Q 23.390625 74.21875 37.203125 74.21875 \r\n",
       "Q 40.921875 74.21875 44.703125 73.484375 \r\n",
       "Q 48.484375 72.75 52.59375 71.296875 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-54\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 72.402934)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"ytick_3\">\r\n",
       "     <g id=\"line2d_8\">\r\n",
       "      <g>\r\n",
       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m9739b3b9f9\" y=\"30.238753\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "     <g id=\"text_9\">\r\n",
       "      <!-- 0.8 -->\r\n",
       "      <defs>\r\n",
       "       <path d=\"M 31.78125 34.625 \r\n",
       "Q 24.75 34.625 20.71875 30.859375 \r\n",
       "Q 16.703125 27.09375 16.703125 20.515625 \r\n",
       "Q 16.703125 13.921875 20.71875 10.15625 \r\n",
       "Q 24.75 6.390625 31.78125 6.390625 \r\n",
       "Q 38.8125 6.390625 42.859375 10.171875 \r\n",
       "Q 46.921875 13.96875 46.921875 20.515625 \r\n",
       "Q 46.921875 27.09375 42.890625 30.859375 \r\n",
       "Q 38.875 34.625 31.78125 34.625 \r\n",
       "z\r\n",
       "M 21.921875 38.8125 \r\n",
       "Q 15.578125 40.375 12.03125 44.71875 \r\n",
       "Q 8.5 49.078125 8.5 55.328125 \r\n",
       "Q 8.5 64.0625 14.71875 69.140625 \r\n",
       "Q 20.953125 74.21875 31.78125 74.21875 \r\n",
       "Q 42.671875 74.21875 48.875 69.140625 \r\n",
       "Q 55.078125 64.0625 55.078125 55.328125 \r\n",
       "Q 55.078125 49.078125 51.53125 44.71875 \r\n",
       "Q 48 40.375 41.703125 38.8125 \r\n",
       "Q 48.828125 37.15625 52.796875 32.3125 \r\n",
       "Q 56.78125 27.484375 56.78125 20.515625 \r\n",
       "Q 56.78125 9.90625 50.3125 4.234375 \r\n",
       "Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
       "Q 19.734375 -1.421875 13.25 4.234375 \r\n",
       "Q 6.78125 9.90625 6.78125 20.515625 \r\n",
       "Q 6.78125 27.484375 10.78125 32.3125 \r\n",
       "Q 14.796875 37.15625 21.921875 38.8125 \r\n",
       "z\r\n",
       "M 18.3125 54.390625 \r\n",
       "Q 18.3125 48.734375 21.84375 45.5625 \r\n",
       "Q 25.390625 42.390625 31.78125 42.390625 \r\n",
       "Q 38.140625 42.390625 41.71875 45.5625 \r\n",
       "Q 45.3125 48.734375 45.3125 54.390625 \r\n",
       "Q 45.3125 60.0625 41.71875 63.234375 \r\n",
       "Q 38.140625 66.40625 31.78125 66.40625 \r\n",
       "Q 25.390625 66.40625 21.84375 63.234375 \r\n",
       "Q 18.3125 60.0625 18.3125 54.390625 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-56\"/>\r\n",
       "      </defs>\r\n",
       "      <g transform=\"translate(20.878125 34.037972)scale(0.1 -0.1)\">\r\n",
       "       <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
       "       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
       "       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
       "      </g>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "    <g id=\"text_10\">\r\n",
       "     <!-- loss -->\r\n",
       "     <defs>\r\n",
       "      <path d=\"M 9.421875 75.984375 \r\n",
       "L 18.40625 75.984375 \r\n",
       "L 18.40625 0 \r\n",
       "L 9.421875 0 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-108\"/>\r\n",
       "      <path d=\"M 44.28125 53.078125 \r\n",
       "L 44.28125 44.578125 \r\n",
       "Q 40.484375 46.53125 36.375 47.5 \r\n",
       "Q 32.28125 48.484375 27.875 48.484375 \r\n",
       "Q 21.1875 48.484375 17.84375 46.4375 \r\n",
       "Q 14.5 44.390625 14.5 40.28125 \r\n",
       "Q 14.5 37.15625 16.890625 35.375 \r\n",
       "Q 19.28125 33.59375 26.515625 31.984375 \r\n",
       "L 29.59375 31.296875 \r\n",
       "Q 39.15625 29.25 43.1875 25.515625 \r\n",
       "Q 47.21875 21.78125 47.21875 15.09375 \r\n",
       "Q 47.21875 7.46875 41.1875 3.015625 \r\n",
       "Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
       "Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
       "Q 10.6875 0.296875 5.421875 2 \r\n",
       "L 5.421875 11.28125 \r\n",
       "Q 10.40625 8.6875 15.234375 7.390625 \r\n",
       "Q 20.0625 6.109375 24.8125 6.109375 \r\n",
       "Q 31.15625 6.109375 34.5625 8.28125 \r\n",
       "Q 37.984375 10.453125 37.984375 14.40625 \r\n",
       "Q 37.984375 18.0625 35.515625 20.015625 \r\n",
       "Q 33.0625 21.96875 24.703125 23.78125 \r\n",
       "L 21.578125 24.515625 \r\n",
       "Q 13.234375 26.265625 9.515625 29.90625 \r\n",
       "Q 5.8125 33.546875 5.8125 39.890625 \r\n",
       "Q 5.8125 47.609375 11.28125 51.796875 \r\n",
       "Q 16.75 56 26.8125 56 \r\n",
       "Q 31.78125 56 36.171875 55.265625 \r\n",
       "Q 40.578125 54.546875 44.28125 53.078125 \r\n",
       "z\r\n",
       "\" id=\"DejaVuSans-115\"/>\r\n",
       "     </defs>\r\n",
       "     <g transform=\"translate(14.798437 84.807812)rotate(-90)scale(0.1 -0.1)\">\r\n",
       "      <use xlink:href=\"#DejaVuSans-108\"/>\r\n",
       "      <use x=\"27.783203\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
       "      <use x=\"88.964844\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "      <use x=\"141.064453\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
       "     </g>\r\n",
       "    </g>\r\n",
       "   </g>\r\n",
       "   <g id=\"line2d_9\">\r\n",
       "    <path clip-path=\"url(#p507689b6e1)\" d=\"M 52.658523 13.377273 \r\n",
       "L 58.576705 50.325764 \r\n",
       "L 64.494886 78.413245 \r\n",
       "L 70.413068 97.78031 \r\n",
       "L 76.33125 110.131002 \r\n",
       "L 82.249432 117.814431 \r\n",
       "L 88.167614 123.167878 \r\n",
       "L 94.085795 126.655021 \r\n",
       "L 100.003977 129.139067 \r\n",
       "L 105.922159 131.359396 \r\n",
       "L 111.840341 132.409303 \r\n",
       "L 117.758523 133.005264 \r\n",
       "L 123.676705 133.864852 \r\n",
       "L 129.594886 134.58021 \r\n",
       "L 135.513068 135.008697 \r\n",
       "L 141.43125 135.156346 \r\n",
       "L 147.349432 135.253897 \r\n",
       "L 153.267614 135.306189 \r\n",
       "L 159.185795 135.049767 \r\n",
       "L 165.103977 135.121176 \r\n",
       "L 171.022159 135.855476 \r\n",
       "L 176.940341 136.355601 \r\n",
       "L 182.858523 136.609428 \r\n",
       "L 188.776705 136.459762 \r\n",
       "L 194.694886 136.321317 \r\n",
       "L 200.613068 136.35934 \r\n",
       "L 206.53125 136.455303 \r\n",
       "L 212.449432 136.614245 \r\n",
       "L 218.367614 136.653931 \r\n",
       "L 224.285795 136.854228 \r\n",
       "L 230.203977 136.922727 \r\n",
       "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_3\">\r\n",
       "    <path d=\"M 43.78125 143.1 \r\n",
       "L 43.78125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_4\">\r\n",
       "    <path d=\"M 239.08125 143.1 \r\n",
       "L 239.08125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_5\">\r\n",
       "    <path d=\"M 43.78125 143.1 \r\n",
       "L 239.08125 143.1 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "   <g id=\"patch_6\">\r\n",
       "    <path d=\"M 43.78125 7.2 \r\n",
       "L 239.08125 7.2 \r\n",
       "\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
       "   </g>\r\n",
       "  </g>\r\n",
       " </g>\r\n",
       " <defs>\r\n",
       "  <clipPath id=\"p507689b6e1\">\r\n",
       "   <rect height=\"135.9\" width=\"195.3\" x=\"43.78125\" y=\"7.2\"/>\r\n",
       "  </clipPath>\r\n",
       " </defs>\r\n",
       "</svg>\r\n"
      ],
      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_model_pytorch(torch.optim.Adam, {'lr':0.01}, features, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 小结\n",
    "1、Adam算法在RMSProp算法的基础上对小批量随机梯度也做了指数加权移动平均。\n",
    "\n",
    "2、Adam算法使用了偏差修正。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "yczlab",
   "language": "python",
   "name": "yczlab"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
